Read-only AI coding tools for change verification, release readiness, capacity, and guidance.
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https://realitygraph.dev/api/mcp10 tools · 826mscheck_verification_debtEstimate a software team's verification debt from team parameters. Computes the four published metrics (generation-to-verification ratio, review depth, unverified-merge rate, two-week churn) and an annual cost estimate, with the full calculation path, labeled assumptions, thresholds, and sources (G…Estimate a software team's verification debt from team parameters. Computes the four published metrics (generation-to-verification ratio, review depth, unverified-merge rate, two-week churn) and an annual cost estimate, with the full calculation path, labeled assumptions, thresholds, and sources (G…
| Parameter | Type | Description |
|---|---|---|
| team_size* | integer | Number of developers on the team (required) |
| ai_share_percent | number | Share of merges that are AI-assisted, in percent (default: 60, assumption) |
| prs_per_month | integer | Total merged PRs per month (default: team_size x prs_per_engineer_per_month) |
| merged_loc_per_week | number | Merged changed lines of code per week (enables the GVR and review-depth metrics) |
| reviewer_hours_per_week | number | Reviewer hours actually spent per week (enables the GVR metric) |
| substantive_review_comments_per_week | number | Substantive review comments per week, excluding bots and nitpicks (enables the review-depth metric) |
| ai_merges_per_month | integer | AI-assisted merges per month (enables the unverified-merge rate) |
| ai_merges_with_evidence_per_month | integer | AI-assisted merges per month with recorded validation evidence (enables the unverified-merge rate) |
| two_week_churn_percent | number | Share of new lines revised or reverted within 14 days, in percent. A warning signal in the metrics block; it never enters the cost model, because it measures l… |
| rework_rate_percent | number | Share of AI-assisted changes reworked for a defect within 14 days, in percent (default: 2, the illustrative rate from /cost-of-verification-debt - replace it w… |
| prs_per_engineer_per_month | number | Merged PRs per engineer per month (default: 20, derived from the published worked report on /measure-verification-debt) |
| hourly_rate_eur | number | Loaded cost per engineer hour in EUR (default: 75, assumption) |
| hours_per_reworked_change | number | Average hours per reworked change (default: 6, assumption) |
| review_reconstruction_hours_per_pr | number | Average reviewer hours spent reconstructing intent per AI-assisted PR (default: 0.5, assumption) |
| incident_allowance_eur_per_year | number | Annual incident allowance in EUR (default: 0; add one only when you have a locally defined incident class, frequency and expected-loss method) |
| lang | string | Report language (default: en) |
lint_task_specCheck whether a free-text work order for an AI coding agent is verifiable BEFORE handing it over. Heuristic, deterministic lint of the task's form against the four building blocks of a checkable task (goal, boundaries, acceptance criteria, validation plan) plus rule checks (vague adjectives without…Check whether a free-text work order for an AI coding agent is verifiable BEFORE handing it over. Heuristic, deterministic lint of the task's form against the four building blocks of a checkable task (goal, boundaries, acceptance criteria, validation plan) plus rule checks (vague adjectives without…
| Parameter | Type | Description |
|---|---|---|
| task* | string | The work order / task text you intend to give an AI coding agent (English or German) |
| lang | string | Report language (default: en) |
get_task_contract_templateReturns Reality Graph's free fill-in template (v0) for a verifiable task contract: goal, non-goals, boundaries (may change / must not change / forbidden), 3-7 yes/no acceptance criteria, validation plan, expected evidence, assumptions, open questions — with a filled example and fill-in guidance. Wr…Returns Reality Graph's free fill-in template (v0) for a verifiable task contract: goal, non-goals, boundaries (may change / must not change / forbidden), 3-7 yes/no acceptance criteria, validation plan, expected evidence, assumptions, open questions — with a filled example and fill-in guidance. Wr…
| Parameter | Type | Description |
|---|---|---|
| format | string | Template format (default: markdown) |
| lang | string | Language (default: en) |
validate_task_contractDeterministically validates a FILLED task contract (the JSON structure from get_task_contract_template): completeness of goal/non-goals/boundaries, decidability of each acceptance criterion (vague words, missing measurable markers), automated checks in the validation plan, expected evidence, and le…Deterministically validates a FILLED task contract (the JSON structure from get_task_contract_template): completeness of goal/non-goals/boundaries, decidability of each acceptance criterion (vague words, missing measurable markers), automated checks in the validation plan, expected evidence, and le…
| Parameter | Type | Description |
|---|---|---|
| contract* | string | The filled task contract as a JSON string (structure from get_task_contract_template, format='json') |
| lang | string | Report language (default: en) |
get_verification_report_templateReturns the free fill-in template (v0) for a verification report — the artifact you write right after an AI-assisted run: task recap, files changed AND files confirmed untouched, validation results per acceptance criterion (not authored by the generating model), what was skipped, limitations, and t…Returns the free fill-in template (v0) for a verification report — the artifact you write right after an AI-assisted run: task recap, files changed AND files confirmed untouched, validation results per acceptance criterion (not authored by the generating model), what was skipped, limitations, and t…
| Parameter | Type | Description |
|---|---|---|
| format | string | Template format (default: markdown) |
| lang | string | Language (default: en) |
searchFull-text search over the Reality Graph knowledge base on AI coding verification: 40+ glossary definitions, 700+ FAQ answers, sourced statistics, and article summaries on verification debt, AI code review, spec-vs-implementation checking, EU compliance (EU AI Act, GDPR, NIS2), and AI coding governa…Full-text search over the Reality Graph knowledge base on AI coding verification: 40+ glossary definitions, 700+ FAQ answers, sourced statistics, and article summaries on verification debt, AI code review, spec-vs-implementation checking, EU compliance (EU AI Act, GDPR, NIS2), and AI coding governa…
| Parameter | Type | Description |
|---|---|---|
| query* | string | Search query (English or German) |
| lang | string | Restrict results to one language (default: both) |
fetchFetch a document from the Reality Graph knowledge base by id (as returned by search, e.g. '/verification-debt') or by full realitygraph.dev URL. Returns the document's summary, definitions, key facts, FAQ, and sources as text, plus the canonical URL.Fetch a document from the Reality Graph knowledge base by id (as returned by search, e.g. '/verification-debt') or by full realitygraph.dev URL. Returns the document's summary, definitions, key facts, FAQ, and sources as text, plus the canonical URL.
| Parameter | Type | Description |
|---|---|---|
| id* | string | Document id from search results, or a realitygraph.dev URL |
plan_change_verificationTurn explicit change characteristics into a risk tier, required automated checks, manual scenarios, evidence, release blockers, role handoff, and canonical Reality Graph guidance. Use before implementation or review. It does not inspect code and never invents a confidence score.Turn explicit change characteristics into a risk tier, required automated checks, manual scenarios, evidence, release blockers, role handoff, and canonical Reality Graph guidance. Use before implementation or review. It does not inspect code and never invents a confidence score.
| Parameter | Type | Description |
|---|---|---|
| change_summary* | string | Plain-language summary of the change |
| change_types* | array | Technical and risk-relevant change types |
| blast_radius* | string | Largest expected impact boundary |
| rollback* | string | Current rollback or recovery state |
| lang | string | Response language (default: en) |
check_release_readinessReturn GO, CONDITIONAL, or NO_GO from supplied acceptance-criterion results, check evidence, rollback, monitoring, limitations, and independent review. The verdict is deliberately based only on supplied evidence; this tool does not inspect code, CI, or a deployment.Return GO, CONDITIONAL, or NO_GO from supplied acceptance-criterion results, check evidence, rollback, monitoring, limitations, and independent review. The verdict is deliberately based only on supplied evidence; this tool does not inspect code, CI, or a deployment.
| Parameter | Type | Description |
|---|---|---|
| change_summary* | string | Plain-language summary of the change |
| change_types* | array | Technical and risk-relevant change types |
| blast_radius* | string | Largest expected impact boundary |
| rollback* | string | Current rollback or recovery state |
| lang | string | Response language (default: en) |
| acceptance_criteria_passed* | integer | — |
| acceptance_criteria_failed* | integer | — |
| acceptance_criteria_not_run* | integer | — |
| checks* | array | — |
| rollback_ready* | boolean | — |
| monitoring_ready* | boolean | — |
| known_limitations_recorded* | boolean | — |
| independent_review* | boolean | — |
calculate_verification_capacityCalculate weekly review demand, utilization, capacity gap, supported change throughput, and changes lacking evidence from measured team inputs. No cost model, benchmark, or hidden industry assumption is applied; the output shows the arithmetic and a concrete balancing action.Calculate weekly review demand, utilization, capacity gap, supported change throughput, and changes lacking evidence from measured team inputs. No cost model, benchmark, or hidden industry assumption is applied; the output shows the arithmetic and a concrete balancing action.
| Parameter | Type | Description |
|---|---|---|
| ai_changes_per_week* | integer | — |
| average_review_minutes_per_change* | number | — |
| available_reviewer_hours_per_week* | number | — |
| evidence_coverage_percent* | number | — |
| two_week_churn_percent | number | — |
| lang | string | Response language (default: en) |
10 of 10 tools published a description.
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Read-only AI coding tools for change verification, release readiness, capacity, and guidance.
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