google/mantis-researcher
>- Audits production source code files based on the strategy in workspace/plan.json. Use when a review plan exists and you need to perform static analysis and deep-dive reviews of targeted files. Don't use for planning, deduplicating, or writing patches.
npx skills add https://github.com/google/mantis --skill mantis-researcher
Resilience Code Auditor. Performs rapid triage and deep-dive reviews of source
files to identify boundary checks, preconditions, missing sanitization, and
interface violations.
/mantis-researcherworkspace/plan.json.
--snapshot_root / SNAPSHOT_ROOT: absolute path to the pinned, read-onlycode snapshot for this pass. This is the CODE_ROOT that all
snapshot-relative path fields resolve against (Block A step 1b).
--snapshot_id / SNAPSHOT_ID: the pass snapshot identifier. Used for thesentinel check (Block A step 2) and stamped verbatim into every finding's
discovery_commit.
--state_root: absolute path to the workspace/ state directory(plan.json, .mantis_state.json, findings/, kb/). State paths are
STATE-RELATIVE and are NEVER prefixed with CODE_ROOT (Block A step 3).
--target_root (authoritative override, Block A step 1a) is also honored ifsupplied.
current directory, snapshot_pinned is treated as false, and behavior
matches today's exactly (no discovery_commit is written).
workspace/plan.json (falls back to codebase sweep if missing/empty).workspace/.mantis_state.json (to track current loop pass)."kb_references" (e.g.workspace/kb/entities/*.md).
workspace/kb/structural_index/manifest.json (to check structural indexavailability/status).
workspace/helpers/query_structural_index.py (to invoke boundedstructural-index queries).
workspace/findings/<uuid>.json (createsworkspace/findings/ if missing).
mantis-dedupe to cluster and merge duplicate findings on subsequent steps.
Run this BEFORE the numbered research steps below. It fixes the single CODE_ROOT
that every target_files / code_paths reference in this stage resolves
against, so all sub-agents audit the same pinned snapshot.
LOCATOR RESOLUTION (before reading ANY target code or artifact):
0. ROLE: If this skill NEVER reads target source (report, calibrate, reflect),
you are a FINDINGS-ONLY stage: skip steps 2-6; still read active_snapshot from
state for provenance/annotation; NEVER stop merely because a code root is unset.
1. Determine CODE_ROOT, in this priority order:
a. If --target_root is passed on THIS invocation, CODE_ROOT = --target_root.
It is AUTHORITATIVE and OVERRIDES SNAPSHOT_ROOT and the state fallback
(used when a caller hands you a prepared tree, e.g. a patched shadow).
b. Else if --snapshot_root (or SNAPSHOT_ROOT) is passed, use it.
c. Else read state_root/workspace/.mantis_state.json (state_root from
--state_root if passed, else ./workspace/... relative to the current dir)
-> active_snapshot.root / .snapshot_id / .snapshot_pinned.
d. Else (no arg AND no readable active_snapshot): CODE_ROOT = current directory,
treat snapshot_pinned = false (MODE-OFF). Do NOT stop.
2. SENTINEL CHECK (only if snapshot_pinned is true AND you did NOT take path 1a):
verify CODE_ROOT/.mantis_snapshot_id exists and equals SNAPSHOT_ID. If missing
or different -> STOP "snapshot sentinel mismatch". (A --target_root tree (1a) is
deliberately mutated and is sentinel-EXEMPT.)
3. PATH FIELDS:
- SNAPSHOT-RELATIVE (read under CODE_ROOT): code_paths entries; plan target_files
that are file paths. Strip ONLY a trailing ":<digits>". A code_paths entry
containing "://" is a URL/endpoint, NOT a file read. A code_paths entry that is
NOT of the form <existing-path>:<integer> is a non-source LOCATOR
(symbol/offset/endpoint): only check that the artifact/symbol exists; skip ALL
line-range and line-existence logic.
- STATE-RELATIVE (read/write under state_root/workspace, NEVER prefix CODE_ROOT):
kb_references, repro_file_path, reattack_file_path, helper scripts, report
files, and all state/findings JSON.
4. Never WRITE under CODE_ROOT when snapshot_pinned is true. Any command that
compiles, generates, or writes artifacts MUST run in a PRIVATE SHADOW copy
(mktemp -d from CODE_ROOT), never with cwd=CODE_ROOT. Read-only inspection may
cd into CODE_ROOT.
5. VCS-METADATA CARVE-OUT: history-log extraction and any VCS diff/blame command
run in the LIVE repository root (which still has .git/.hg/.repo), NOT CODE_ROOT
(the snapshot copy strips VCS metadata). Do NOT stop merely because CODE_ROOT
lacks .git/.hg/.repo.
6. Every shell command uses ABSOLUTE paths and sets its own working directory on
that call. Do NOT assume the working directory persists between calls.
Skill-specific notes for the researcher:
does NOT apply here — you MUST resolve CODE_ROOT and honor the sentinel.
workspace/plan.json target_files and finding code_paths areSNAPSHOT-RELATIVE: resolve them under CODE_ROOT (Block A step 3).
kb_references, workspace/plan.json, workspace/.mantis_state.json, andeverything under workspace/findings/ are STATE-RELATIVE: read/write them
under --state_root, NEVER under CODE_ROOT.
A step 4).
Perform a thorough memory-safety, logical-correctness, and robustness review of
the targeted codebase.
Execute the research stage as follows:
workspace/.mantis_state.json and resolve the current ISO 8601 timestamp.
Read the workspace/plan.json file to retrieve the target investigations. If
workspace/plan.json is missing or empty, perform a general list of the
directories and review any primary source files. If the investigation
contains a "kb_references" array, explicitly read those Markdown files
(e.g., workspace/kb/entities/auth.md) to gain compounded historical context
before you begin auditing the "target_files". Also read active_snapshot
from workspace/.mantis_state.json (root, snapshot_id,
snapshot_pinned). Hold active_snapshot.snapshot_id in memory: it is the
value you will stamp into every finding's discovery_commit (see Findings
Schema Format). If active_snapshot is absent or snapshot_pinned is false,
you are in DEGRADED/legacy mode — do NOT stop (Block A step 1d); you will
simply omit discovery_commit.
agent platform supports spawning sub-agents (e.g., using specialized
sub-agent tools or multi-agent orchestrator directives):
Split the investigations in workspace/plan.json into parallel waves to
maximize throughput and context efficiency.
lightweight sub-agents (e.g. up to 10-20 in parallel) to sweep all files
listed in workspace/plan.json. Each sub-agent should only output a fast
classification: {"potentially_flawed": true/false, "reason": "..."}.
Collect all files flagged in Wave 1. Spawn a wave of concurrent deep
auditor sub-agents (e.g. up to 4-8 in parallel) to focus exclusively on
those identified hotspots. For particularly complex files, spawn multiple
subagents targeting the *same* file using either different prompt
constraints or a diverse set of less expensive LLMs to explore parallel
attack vectors. Rely on the subsequent deduplication stage to merge any
overlapping findings.
to generate unique UUIDs and write their findings directly to individual
workspace/findings/<id>.json files on disk. Do not ask them to return the
full JSON payload in their messages back to you, as aggregating them will
blow out your context window. Ask them to only return the list of UUIDs
they created.
--snapshot_root (CODE_ROOT resolved in Step 0) and the same
--snapshot_id value to EVERY Wave-1 and Wave-2 sub-agent, and instruct
each of them to obey Block A (resolve target_files/code_paths under
that CODE_ROOT, honor the sentinel). Any Wave-2 sub-agent that writes a
finding MUST stamp discovery_commit with that snapshot_id, exactly as
specified in the Findings Schema Format. Sub-agents MUST NOT run
git pull/fetch/ checkout/reset, hg pull/update, repo sync, or
any command that changes the working tree or switches revisions — the
snapshot is immutable for the whole pass. A sub-agent that cannot see the
snapshot must report that, not re-sync.
fall back to performing the sweeps and deep-dives sequentially.
available (workspace/kb/structural_index/manifest.json exists), use it to
SUPPLEMENT the wave-based swarm above. The structural index decides ORDER,
never MEMBERSHIP. It MUST NEVER replace the exhaustive Step-3 call-site
sweep.
python3 workspace/helpers/query_structural_index.py resolve_symbol --name "<function_name>" [--language "<lang>"] [--file "<path>"] --state_root <state_root>
ambiguous: true, investigate ALL matched symbols— never silently pick one. Narrow with --file/--language if
possible, or schedule investigations for every matched symbol.
symbol_id for bounded queries:python3 workspace/helpers/query_structural_index.py find_callers --symbol_id "<id>" --limit 100 --offset 0 --state_root <state_root>
coverage.partition_status inevery structural index response:
complete + precision == semantic + empty results = "no indexedcallers" (authoritative for indexed code — still run grep per the
HINT-only rule).
complete + precision != semantic + empty results = "no indexedcallers" — NOT authoritative. MUST run exhaustive grep.
partial / empty / failed + empty results = "not fully indexed" —MUST run exhaustive grep.
precision and backend fields on every result to weighttrust (semantic > typecheck > ast > symbol-only > heuristic >
deferred > coverage-only).
find_callers() to SUPPLEMENT grep as aranking HINT — ORDER, never MEMBERSHIP. Structural index results
prioritize which files to flag as potentially_flawed; they MUST NEVER
replace the exhaustive Step-3 call-site sweep. Audit the union of grep
results and structural index results.
get_function_boundary(file, line) to startwith the enclosing function, then expand to callers/callees/file as
needed for deep dive context.
manifest.json), empty, or the query helper is missing, fall back to
grep-based discovery (today's behavior). The structural index is a
coverage HINT only.
defines public or API functions (such as numeric parsers, decoders, encoders,
or converters) that document explicit size constraints or safety requirements
(e.g., expecting callers to allocate buffers of a certain size):
candidate call-sites — this is the mandatory floor. Then use the structural
index query helper (resolve_symbol then find_callers) to RANK and
prioritize which call-sites to audit first (the index distinguishes actual
calls from comments/strings/variable names). Audit the union of both result
sets — the structural index may miss macro-based calls, function pointers,
and dynamic dispatch, so grep remains the floor.
across the entire repository to ensure the safety contracts are respected
globally.
input constraints, properly manages bounds, and checks sizes.
workspace/plan.json contains instructions or a question explicitly asking
for an unconstrained sweep, adversarial audit, or random exploration:
workspace/kb/THREAT_MODEL.md.
on mapping the behavior of the target files, identifying key entry points,
and looking for unexpected side effects or boundary cases without being
constrained by a specific threat model.
workspace/findings/ directory if it does not exist. For each potential
finding, generate a unique UUID and write a valid JSON object into an
individual file named workspace/findings/<id>.json. This keeps findings
isolated and prevents token limit issues during subsequent analysis. Do not
include any text before or after the JSON in the files.
Signature & Lineage Computation (Step 5a):
For each finding, compute signature, lineage_id, and optionally cwe
BEFORE writing the JSON file:
cwe (optional): If the vulnerability maps to a known CWE, set thecwe field to the identifier (e.g., "CWE-787", "CWE-416"). If no CWE
applies, omit the field. This is an input to the signature.
signature (deterministic content-identity hash):normalized_title = finding title, lowercased, with ALLnon-alphanumeric characters stripped (ASCII [a-zA-Z0-9] only; all
other characters including Unicode letters, punctuation, and spaces are
removed). If stripping leaves normalized_title EMPTY (e.g. a title
composed entirely of non-ASCII/Unicode characters), set
normalized_title = the first 16 hex chars of
sha256(<original raw title as UTF-8 bytes>) so two distinct non-ASCII
titles do not collide on the empty string.
cwe_part = the finding's cwe field if present and non-null, else theempty string.
primary_target = first code_paths entry with trailing :linestripped (e.g., src/auth.c:145 → src/auth.c). If code_paths is
empty, or the first entry is a non-source LOCATOR (URL containing ://,
or a non-file symbol/offset per Block A step 3), use the empty string.
Order code_paths deterministically (primary sink first, kept stable
across passes) so primary_target — and thus the signature — does not
drift between passes. (If the order is unstable the only cost is a
missed lineage inheritance → the finding is over-reported as new, never
hidden — but stable order preserves the cross-pass fold.)
primary_target is non-empty: signature = first 16 hex charactersof sha256(normalized_title + "|" + cwe_part + "|" + primary_target).
primary_target is empty: signature = first 16 hex characters ofsha256(normalized_title + "|" + cwe_part + "|" + sorted(code_paths).join(",")).
edit, or invent it (same rule as discovery_commit).
lineage_id (cross-pass lineage chain):workspace/archive/findings_pass_*/ andworkspace/archive/loop*_findings/ for any archived finding JSON whose
signature field equals this finding's computed signature.
lineage_id = the archived ancestor's lineage_id(inherit the lineage chain so consumers can fold across passes). If
MULTIPLE archived findings share the same signature, inherit from the
MOST RECENT (highest pass number) ancestor. All ancestors with the same
signature SHOULD share the same lineage_id; if they don't, inherit from
the most recent one and log a warning.
for TRUE renames ONLY. Do NOT recompute the signature (it is computed
ONCE at creation and never recomputed — invariant #4). Instead:
primary_target (thefirst code_paths entry with trailing :line stripped, already
computed for the signature at step 2) and take its basename (e.g.
src/auth.c → auth.c). If primary_target is empty (non-source
LOCATOR or empty code_paths), SKIP this fallback — go to fresh UUIDv4
below.
reconstruct the ARCHIVED finding's basename from its stored
code_paths[0] (strip the trailing :line, take the basename — e.g.
lib/old_auth.c:88 → old_auth.c). Do NOT recompute the archived
finding's signature and do NOT compare signatures; compare the two
basenames as STRINGS.
lineage_id via this fallback ONLY IF (i) thebasenames match AND (ii) the ancestor's full primary_target (its
code_paths[0] with :line stripped) NO LONGER EXISTS on the
current snapshot (check that the old full path is absent under
CODE_ROOT — this distinguishes a real rename from a second,
independent file that merely shares a basename). If MULTIPLE archived
ancestors satisfy (i) and (ii), inherit from the MOST RECENT (highest
pass number). When you inherit via basename, ALSO add a finding
history note lineage-via-basename-rename so downstream consumers
treat the link as basename-derived (the report folds two findings
only when their full signatures ALSO match per the SAME-BUG
predicate, so a basename-derived lineage link never collapses
distinct bugs).
inherit — treat as no match (fresh UUIDv4 below).
lineage_id =a fresh UUIDv4.
--state_root/workspace/archive/, NEVER under CODE_ROOT.
cwe, signature, lineage_id) into thefinding JSON alongside discovery_commit.
Mode-independence: Unlike discovery_commit (which is omitted in
DEGRADED/legacy mode), signature and lineage_id are ALWAYS computed —
they are content-identity fields, not snapshot-identity. They work regardless
of whether the snapshot is pinned, unpinned, or absent (MODE-OFF). This is a
deliberate Phase-3 improvement: in MODE-OFF, the finding JSON now carries 2–3
extra optional keys (cwe, signature, lineage_id) that did not exist in
Phase 1. This does NOT change the snapshot model (no active_snapshot, no
sync, no pin — the 3-state rule is unaffected). The dedupe MODE-OFF fallback
now prefers signature over stable_key when present, which is strictly
MORE discriminating (signature adds cwe to the title+path mix), so it can
only SPLIT entries that stable_key would have merged (fresh budgets, more
conservative = safe) — it can never produce a false merge or suppress a
legitimate finding. Absent signature → today's stable_key behavior
exactly.
Missing or unreadable target file: If a path in target_files does not
exist or cannot be read under CODE_ROOT (e.g. it was deleted or renamed since
the plan was written), do NOT fabricate a finding, a line number, or file
contents. Skip that target and record the skip plainly in the description
of any finding it relates to (or omit it entirely). Never invent code you did
not read.
Non-source targets: For a non-source LOCATOR (binary, firmware, or a URL
endpoint — see Block A step 3), the code_paths entry MUST be a STABLE
LOCATOR (symbol name, offset, or the bare path) WITHOUT a :line suffix. Do
not attach a fabricated line number to a target you cannot open as text.
{
"id": "A unique identifier generated for this finding (e.g., a UUID or random hash). This must be included and match the filename.",
"title": "Authorization bypass or Memory bounds violation in [function_name]",
"description": "Thorough root cause analysis detailing why the function is flawed under untrusted input.",
"impact": "Exploit outcome (e.g., Privilege escalation, Memory corruption, Data exfiltration).",
"severity": "CRITICAL / HIGH / MEDIUM / LOW",
"privileges_required": "NONE / LOW / HIGH",
"attacker_position": "EXTERNAL / INTERNAL_NETWORK / IN_CLUSTER / LOCAL / HOST_SYSTEM / SUPPLY_CHAIN / PHYSICAL_TEMPORARY / PHYSICAL_LONG_TERM",
"user_interaction": "NONE / REQUIRED",
"status": "PROVISIONALLY_VALID",
"code_paths": ["SNAPSHOT-RELATIVE path under CODE_ROOT, e.g. 'relative/file/path.c:145'. For a NON-SOURCE target (binary/firmware/URL, per Block A step 3) use a STABLE LOCATOR (symbol name, offset, or bare path) WITHOUT a fabricated ':line'. Never invent a line number."],
"discovery_commit": "The active_snapshot.snapshot_id read from workspace/.mantis_state.json at the start of this pass (Step 1). REQUIRED and NON-EMPTY whenever the snapshot is pinned: copy it VERBATIM, set it exactly ONCE at finding creation, and never recompute, edit, or invent it. OMIT this key entirely (do not write \"\" or null) if active_snapshot is absent or snapshot_pinned is false (DEGRADED/legacy mode).",
"cwe": "CWE-787 (optional; omit if no CWE applies)",
"signature": "First 16 hex chars of sha256(normalized_title + '|' + cwe_part + '|' + primary_target). Computed once at creation, never recomputed.",
"lineage_id": "UUIDv4, or inherited from an archived finding with the same signature. Computed once at creation.",
"mitigation": "Recommended corrective modification.",
"history": [
{
"stage": "researcher",
"action": "created",
"details": "Initial audit finding recorded.",
"pass_number": <current_pass_number>,
"timestamp": "<current_iso8601_timestamp>"
}
]
}
discovery_commit rule (set once, at creation): This stage is the creation
site for discovery_commit. When the snapshot is pinned, every finding you (or
your Wave-2 sub-agents) write MUST carry a non-empty discovery_commit equal to
active_snapshot.snapshot_id. Downstream stages treat an absent
discovery_commit as NOT_MATCHED (the conservative branch), so writing an empty
string or a wrong value would silently corrupt matching — never do it. In
DEGRADED/legacy mode (no active_snapshot, or snapshot_pinned false) omit the
key so behavior matches today's pipeline.
signature/lineage_id rule (set once, at creation): These fields are
ALWAYS computed (unlike discovery_commit, which is omitted in degraded mode).
The signature is a deterministic hash of the finding's content identity; the
lineage_id chains the finding to its archived ancestors. Downstream consumers
(dedupe, chain, report, reproduce) key on signature/lineage with UUID fallback:
absent signature → today's UUID behavior exactly (no silent wrong result).
Ensure all individual finding files are written to the workspace/findings/
directory. When complete, notify the user.
Take google/mantis-researcher from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.